US9398598B2 - Overall MU-MIMO capacity for users with unequal packet lengths in an MU-MIMO frame - Google Patents
Overall MU-MIMO capacity for users with unequal packet lengths in an MU-MIMO frame Download PDFInfo
- Publication number
- US9398598B2 US9398598B2 US14/262,328 US201414262328A US9398598B2 US 9398598 B2 US9398598 B2 US 9398598B2 US 201414262328 A US201414262328 A US 201414262328A US 9398598 B2 US9398598 B2 US 9398598B2
- Authority
- US
- United States
- Prior art keywords
- access point
- devices
- packet
- transmission
- transmission duration
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active, expires
Links
Images
Classifications
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L1/00—Arrangements for detecting or preventing errors in the information received
- H04L1/0001—Systems modifying transmission characteristics according to link quality, e.g. power backoff
- H04L1/0002—Systems modifying transmission characteristics according to link quality, e.g. power backoff by adapting the transmission rate
- H04L1/0003—Systems modifying transmission characteristics according to link quality, e.g. power backoff by adapting the transmission rate by switching between different modulation schemes
-
- H04W72/085—
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W72/00—Local resource management
- H04W72/50—Allocation or scheduling criteria for wireless resources
- H04W72/54—Allocation or scheduling criteria for wireless resources based on quality criteria
- H04W72/542—Allocation or scheduling criteria for wireless resources based on quality criteria using measured or perceived quality
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W52/00—Power management, e.g. Transmission Power Control [TPC] or power classes
- H04W52/04—Transmission power control [TPC]
- H04W52/18—TPC being performed according to specific parameters
- H04W52/24—TPC being performed according to specific parameters using SIR [Signal to Interference Ratio] or other wireless path parameters
- H04W52/241—TPC being performed according to specific parameters using SIR [Signal to Interference Ratio] or other wireless path parameters taking into account channel quality metrics, e.g. SIR, SNR, CIR or Eb/lo
Definitions
- This disclosure generally relates to systems and methods for improving capacity of a communications system.
- this disclosure relates to systems and methods for improving overall capacity for communications with unequal packet lengths in a frame by adjusting transmission characteristics.
- Wireless communication can operate in accordance with various standards such as IEEE 802.11x, Bluetooth, global system for mobile communications (GSM), code division multiple access (CDMA). As higher data throughput and other changes develop, newer standards are constantly being developed for adoption, such as a progression from IEEE 802.11n to IEEE 802.11ac.
- FIG. 1A is a block diagram depicting an embodiment of a network environment including one or access points in communication with one or more devices or stations (STAs);
- STAs devices or stations
- FIGS. 1B and 1C are block diagrams depicting embodiments of computing devices useful in connection with the methods and systems described herein;
- FIG. 2A is a block diagram depicting one embodiment of a system for transmitting packets
- FIG. 2B is a diagram illustrating one embodiment of a method for re-allocation of resources for transmitting packets.
- FIG. 2C is a floe diagram of an embodiment of a method for transmitting packets.
- IEEE P802.11nTM IEEE P802.11acTM.
- IEEE P802.11nTM IEEE P802.11nTM
- IEEE P802.11acTM IEEE P802.11acTM
- the network environment includes a wireless communication system that includes one or more access points 106 , one or more wireless communication devices 102 and a network hardware component 192 .
- the wireless communication devices 102 can for example include laptop computers 102 , tablets 102 , personal computers 102 and/or cellular telephone devices 102 .
- the details of an embodiment of each wireless communication device and/or access point are described in greater detail with reference to FIGS. 1B and 1C .
- the network environment can be an ad hoc network environment, an infrastructure wireless network environment, a subnet environment, etc., in one embodiment.
- the access points (APs) 106 can be operably coupled to the network hardware 192 via local area network connections.
- the network hardware 192 which can include a router, gateway, switch, bridge, modem, system controller, appliance, etc., can provide a local area network connection for the communication system.
- Each of the access points 106 can have an associated antenna or an antenna array to communicate with the wireless communication devices in its area.
- the wireless communication devices can register with a particular access point 106 to receive services from the communication system (e.g., via a SU-MIMO or MU-MIMO configuration). For direct connections (i.e., point-to-point communications), some wireless communication devices can communicate directly via an allocated channel and communications protocol. Some of the wireless communication devices 102 can be mobile or relatively static with respect to the access point 106 .
- an access point 106 comprises a device or module (including a combination of hardware and software) that allows wireless communication devices 102 to connect to a wired network using Wi-Fi, or other standards.
- An access point 106 can sometimes be referred to as an wireless access point (WAP).
- An access point 106 can be designed and/or built for operating in a wireless local area network (WLAN).
- An access point can connect to a router (e.g., via a wired network) as a standalone device in some embodiments. In other embodiments, an access point can be a component of a router.
- An access point can provide multiple devices access to a network.
- An access point can, for example, connect to a wired Ethernet connection and provides wireless connections using radio frequency links for other devices 102 to utilize that wired connection.
- An access point can be built and/or designed to support a standard for sending and receiving data using one or more radio frequencies. Those standards, and the frequencies they use can be defined by the IEEE (e.g., IEEE 802.11 standards).
- An access point can be implemented and/or used to support public Internet hotspots, and/or on an internal network to extend the network's Wi-Fi signal range.
- the access points 106 can be used for in-home or in-building wireless networks (e.g., IEEE 802.11, Bluetooth, ZigBee, any other type of radio frequency based network protocol and/or variations thereof).
- Each of the wireless communication devices 102 can include a built-in radio and/or is coupled to a radio.
- Such wireless communication devices 102 and/or access points 106 can operate in accordance with the various aspects of the disclosure as presented herein to enhance performance, reduce costs and/or size, and/or enhance broadband applications.
- Each wireless communication devices 102 can have the capacity to function as a client node seeking access to resources (e.g., data, and connection to networked nodes such as servers) via one or more access points.
- the network connections can include any type and/or form of network and can include any of the following: a point-to-point network, a broadcast network, a telecommunications network, a data communication network, a computer network.
- the topology of the network can be a bus, star, or ring network topology.
- the network can be of any such network topology as known to those ordinarily skilled in the art capable of supporting the operations described herein.
- different types of data can be transmitted via different protocols.
- the same types of data can be transmitted via different protocols.
- the communications device(s) 102 and access point(s) 106 can be deployed as and/or executed on any type and form of computing device, such as a computer, network device or appliance capable of communicating on any type and form of network and performing the operations described herein.
- FIGS. 1B and 1C depict block diagrams of a computing device 100 useful for practicing an embodiment of the user device 102 or access point 106 .
- each computing device 100 includes a central processing unit 121 , and a main memory unit 122 .
- main memory unit 122 main memory unit
- a computing device 100 can include a storage device 128 , an installation device 116 , a network interface 118 , an I/O controller 123 , display devices 124 a - 124 n , a keyboard 126 and a pointing device 127 , such as a mouse.
- the storage device 128 can include, without limitation, an operating system and/or software.
- each computing device 100 can also include additional optional elements, such as a memory port 103 , a bridge 170 , one or more input/output devices 130 a - 130 n (generally referred to using reference numeral 130 ), and a cache memory 140 in communication with the central processing unit 121 .
- the central processing unit 121 is any logic circuitry that responds to and processes instructions fetched from the main memory unit 122 .
- the central processing unit 121 is provided by a microprocessor unit, such as: those manufactured by Intel Corporation of Mountain View, Calif.; those manufactured by International Business Machines of White Plains, N.Y.; or those manufactured by Advanced Micro Devices of Sunnyvale, Calif.
- the computing device 100 can be based on any of these processors, or any other processor capable of operating as described herein.
- Main memory unit 122 can be one or more memory chips capable of storing data and allowing any storage location to be directly accessed by the microprocessor 121 , such as any type or variant of Static random access memory (SRAM), Dynamic random access memory (DRAM), Ferroelectric RAM (FRAM), NAND Flash, NOR Flash and Solid State Drives (SSD).
- the main memory 122 can be based on any of the above described memory chips, or any other available memory chips capable of operating as described herein.
- the processor 121 communicates with main memory 122 via a system bus 150 (described in more detail below).
- FIG. 1C depicts an embodiment of a computing device 100 in which the processor communicates directly with main memory 122 via a memory port 103 .
- the main memory 122 can be DRDRAM.
- FIG. 1C depicts an embodiment in which the main processor 121 communicates directly with cache memory 140 via a secondary bus, sometimes referred to as a backside bus.
- the main processor 121 communicates with cache memory 140 using the system bus 150 .
- Cache memory 140 typically has a faster response time than main memory 122 and is provided by, for example, SRAM, BSRAM, or EDRAM.
- the processor 121 communicates with various I/O devices 130 via a local system bus 150 .
- FIG. 1C depicts an embodiment of a computer 100 in which the main processor 121 can communicate directly with I/O device 130 b , for example via HYPERTRANSPORT, RAPIDIO, or INFINIBAND communications technology.
- FIG. 1C also depicts an embodiment in which local busses and direct communication are mixed: the processor 121 communicates with I/O device 130 a using a local interconnect bus while communicating with I/O device 130 b directly.
- I/O devices 130 a - 130 n can be present in the computing device 100 .
- Input devices include keyboards, mice, trackpads, trackballs, microphones, dials, touch pads, touch screen, and drawing tablets.
- Output devices include video displays, speakers, inkjet printers, laser printers, projectors and dye-sublimation printers.
- the I/O devices can be controlled by an I/O controller 123 as shown in FIG. 1B .
- the I/O controller can control one or more I/O devices such as a keyboard 126 and a pointing device 127 , e.g., a mouse or optical pen.
- an I/O device can also provide storage and/or an installation medium 116 for the computing device 100 .
- the computing device 100 can provide USB connections (not shown) to receive handheld USB storage devices such as the USB Flash Drive line of devices manufactured by Twintech Industry, Inc. of Los Alamitos, Calif.
- the computing device 100 can support any suitable installation device 116 , such as a disk drive, a CD-ROM drive, a CD-R/RW drive, a DVD-ROM drive, a flash memory drive, tape drives of various formats, USB device, hard-drive, a network interface, or any other device suitable for installing software and programs.
- the computing device 100 can further include a storage device, such as one or more hard disk drives or redundant arrays of independent disks, for storing an operating system and other related software, and for storing application software programs such as any program or software 120 for implementing (e.g., software 120 implemented, designed and/or customized for) the systems and methods described herein.
- any of the installation devices 116 could also be used as the storage device.
- the operating system and the software can be run from a bootable medium.
- the computing device 100 can include a network interface 118 to interface to the network 104 through a variety of connections including, but not limited to, standard telephone lines, LAN or WAN links (e.g., 802.11, T1, T3, 56 kb, X.25, SNA, DECNET), broadband connections (e.g., ISDN, Frame Relay, ATM, Gigabit Ethernet, Ethernet-over-SONET), wireless connections, or some combination of any or all of the above.
- standard telephone lines LAN or WAN links (e.g., 802.11, T1, T3, 56 kb, X.25, SNA, DECNET), broadband connections (e.g., ISDN, Frame Relay, ATM, Gigabit Ethernet, Ethernet-over-SONET), wireless connections, or some combination of any or all of the above.
- LAN or WAN links e.g., 802.11, T1, T3, 56 kb, X.25, SNA, DECNET
- broadband connections e.g., ISDN, Frame Relay
- Connections can be established using a variety of communication protocols (e.g., TCP/IP, IPX, SPX, NetBIOS, Ethernet, ARCNET, SONET, SDH, Fiber Distributed Data Interface (FDDI), RS232, IEEE 802.11, IEEE 802.11a, IEEE 802.11b, IEEE 802.11g, IEEE 802.11n, IEEE 802.11ac, IEEE 802.11 ad, CDMA, GSM, WiMax and direct asynchronous connections).
- the computing device 100 communicates with other computing devices 100 ′ via any type and/or form of gateway or tunneling protocol such as Secure Socket Layer (SSL) or Transport Layer Security (TLS).
- SSL Secure Socket Layer
- TLS Transport Layer Security
- the network interface 118 can comprise a built-in network adapter, network interface card, PCMCIA network card, card bus network adapter, wireless network adapter, USB network adapter, modem or any other device suitable for interfacing the computing device 100 to any type of network capable of communication and performing the operations described herein.
- the computing device 100 can comprise or be connected to one or more display devices 124 a - 124 n .
- any of the I/O devices 130 a - 130 n and/or the I/O controller 123 can comprise any type and/or form of suitable hardware, software, or combination of hardware and software to support, enable or provide for the connection and use of the display device(s) 124 a - 124 n by the computing device 100 .
- the computing device 100 can include any type and/or form of video adapter, video card, driver, and/or library to interface, communicate, connect or otherwise use the display device(s) 124 a - 124 n .
- a video adapter can comprise multiple connectors to interface to the display device(s) 124 a - 124 n .
- the computing device 100 can include multiple video adapters, with each video adapter connected to the display device(s) 124 a - 124 n .
- any portion of the operating system of the computing device 100 can support or use multiple displays 124 a - 124 n .
- One ordinarily skilled in the art will recognize and appreciate the various ways and embodiments that a computing device 100 can support or use one or more display devices 124 a - 124 n.
- an I/O device 130 can be a bridge between the system bus 150 and an external communication bus, such as a USB bus, an Apple Desktop Bus, an RS-232 serial connection, a SCSI bus, a FireWire bus, a FireWire 800 bus, an Ethernet bus, an AppleTalk bus, a Gigabit Ethernet bus, an Asynchronous Transfer Mode bus, a FibreChannel bus, a Serial Attached small computer system interface bus, a USB connection, or a HDMI bus.
- an external communication bus such as a USB bus, an Apple Desktop Bus, an RS-232 serial connection, a SCSI bus, a FireWire bus, a FireWire 800 bus, an Ethernet bus, an AppleTalk bus, a Gigabit Ethernet bus, an Asynchronous Transfer Mode bus, a FibreChannel bus, a Serial Attached small computer system interface bus, a USB connection, or a HDMI bus.
- a computing device 100 of the sort depicted in FIGS. 1B and 1C can operate under the control of an operating system, which control scheduling of tasks and access to system resources.
- the computing device 100 can be running any operating system such as any of the versions of the MICROSOFT WINDOWS operating systems, the different releases of the Unix and Linux operating systems, any version of the MAC OS for Macintosh computers, any embedded operating system, any real-time operating system, any open source operating system, any proprietary operating system, any operating systems for mobile computing devices, or any other operating system capable of running on the computing device and performing the operations described herein.
- Typical operating systems include, but are not limited to: Android, produced by Google Inc.; WINDOWS 7 and 8, produced by Microsoft Corporation of Redmond, Wash.; MAC OS, produced by Apple Computer of Cupertino, Calif.; WebOS, produced by Research In Motion (RIM); OS/2, produced by International Business Machines of Armonk, N.Y.; and Linux, a freely-available operating system distributed by Caldera Corp. of Salt Lake City, Utah, or any type and/or form of a Unix operating system, among others.
- Android produced by Google Inc.
- WINDOWS 7 and 8 produced by Microsoft Corporation of Redmond, Wash.
- MAC OS produced by Apple Computer of Cupertino, Calif.
- WebOS produced by Research In Motion (RIM)
- OS/2 produced by International Business Machines of Armonk, N.Y.
- Linux a freely-available operating system distributed by Caldera Corp. of Salt Lake City, Utah, or any type and/or form of a Unix operating system, among others.
- the computing device 100 can be any workstation, telephone, desktop computer, laptop or notebook computer, server, handheld computer, mobile telephone or other portable telecommunications device, media playing device, a gaming system, mobile computing device, or any other type and/or form of computing, telecommunications or media device that is capable of communication.
- the computing device 100 has sufficient processor power and memory capacity to perform the operations described herein.
- the computing device 100 can have different processors, operating systems, and input devices consistent with the device.
- the computing device 100 is a smart phone, mobile device, tablet or personal digital assistant.
- the computing device 100 is an Android-based mobile device, an iPhone smart phone manufactured by Apple Computer of Cupertino, Calif., or a Blackberry or WebOS-based handheld device or smart phone, such as the devices manufactured by Research In Motion Limited.
- the computing device 100 can be any workstation, desktop computer, laptop or notebook computer, server, handheld computer, mobile telephone, any other computer, or other form of computing or telecommunications device that is capable of communication and that has sufficient processor power and memory capacity to perform the operations described herein.
- an AP 106 can have certain amounts of data to send to each of the N STAs.
- the AP can have a first number of bits to send to a first STA, and a second number of bits to send to a second STA, etc.
- Different amounts of data between STAs can translate to unequal packet lengths in an MU-MIMO frame.
- an access point can append, prepend, lengthen, pad or otherwise extend a shorter packet with dummy data in each MU-MIMO frame to achieve equal packet length and equal transmission time between users, and to keep a same level of interference.
- the use of dummy data can result in transmission inefficiency by wasting over-the-air resources, for example.
- an access point can shorten some packets to match a shortest packet length amongst the devices.
- an access point can improve power allocation between STAs and/or the MCS for each STA. Shortening packets for inclusion in MU-MIMO frames can result in transmission inefficiency because of protocol overhead.
- an access point can allocate transmission resources between devices to improve overall MU-MIMO capacity. This allocation process can be based on knowledge of the SNR of each STA and/or past history of packet success/failure to each STA, and can shorten or reduce the length of the MU frame between the users. The length can be determined based on a STA for which ratio of the number of bits, to the rate of MCS applied to that STA, is largest amongst the N STAs/users.
- Allocation and/or re-allocation of transmission resources based on SNR differences between users or STAs can improve the overall performance across users or STAs, and can address the equal transmission time length requirement for MU-MIMO frames at the same time.
- the transmission resources can include transmission power and MCS/data-rate that an AP can assign to packets of different users/STAs.
- the AP can trade any excess signal-to-noise ratio (SNR) in a shorter packet by performing one or more of: reducing power for transmitting the shorter packet, re-allocate more power to transmit the longer packet, lower the Modulation and Coding Scheme index value and/or data transmission rate of the shorter packet, and increase the MCS and/or data transmission rate of the longer packet.
- SNR signal-to-noise ratio
- the transmission length/time of the shorter packet can be increased (without padding) by the AP to match the transmission length/time of the longer packet, so as to achieve equal packet length between users.
- the AP can monitor feedback reports of estimated SNRs to re-allocate more transmission resources to, and increase the performance of a user/STA having more traffic. This can avoid inefficiencies from the alternative method of padding packets to match packet lengths.
- packet as used herein broadly refers to an amount of data or content for communication between access points and devices, between access points, or between devices.
- the term packet can refer to per user data or content data in certain embodiments.
- the term packet can refer to but is not limited to a physical service data unit (PSDU) passed down from a MAC layer in certain embodiments.
- PSDU physical service data unit
- the term packet can refer to data for a particular device or user in certain embodiments. Details related to the term packet associated with the various communication standards (e.g., 802.11, LTE, etc.) should not be incorporated into the term packet as used herein.
- this disclosure is directed to a method for transmitting packets.
- the method can include determining, by an access point communicating wirelessly with a plurality of devices, that a first packet or content for a first device of the plurality of devices has a first transmission duration.
- the access point can determine that a second packet or content for a second device of the plurality of devices has a second transmission duration shorter than the first transmission duration.
- the access point can adjust, based on the determination, a modulation and coding scheme to transmit the second packet during a third transmission duration.
- the third transmission duration can be greater than the second transmission duration.
- the access point can re-allocate transmission resources between the first device and the second device based at least on one or both of: a signal-to-noise ratio reported by the first device, and a signal-to-noise ratio reported by the second device.
- the access point can change or adjust, for a certain device, from a first MCS to a second MCS.
- the second MCS can support a data rate that is lower than that supported by the first MCS.
- the access point can compare a signal-to-noise ratio reported by the first device to a signal-to-noise ratio reported by the second device.
- the access point can reduce a transmission power of the access point for a device (e.g., the second device) based at least on the signal-to-noise ratio comparison.
- the access point can increase a transmission power of the access point for a device (e.g., the first device) based on the transmission power reduction for a different device (e.g., the second device).
- the access point can change a MCS for a device (e.g., the first device) based on the signal-to-noise ratio comparison.
- the third transmission duration is equal to the first transmission duration.
- the present disclosure is directed to a method for transmitting packets.
- the method can include determining, by an access point 106 communicating wirelessly with a plurality of devices 102 , that a first packet for a first device of the plurality of devices has a first transmission duration.
- the access point can determine that a second packet for a second device of the plurality of devices has a second transmission duration shorter than the first transmission duration.
- the access point can adjust, based on the determination, a number of spatial streams or a transmission power of the access point to transmit the second packet during a third transmission duration.
- the third transmission duration can be greater than the second transmission duration.
- the access point 106 can re-allocate transmission resources between the first device and the second device based at least on one or both of: a signal-to-noise ratio reported by the first device, and a signal-to-noise ratio reported by the second device.
- the access point can reduce the transmission power to transmit the second packet.
- the access point can increase a transmission power of the access point for the first device based on the reduction of the transmission power to transmit the second packet.
- the access point can compare a signal-to-noise ratio reported by the first device to a signal-to-noise ratio reported by the second device.
- the access point can change a modulation and coding scheme to transmit a packet (e.g., the second packet) based at least on the signal-to-noise ratio comparison.
- the access point can change a MCS for a device (e.g., the first device) based on the signal-to-noise ratio comparison.
- the third transmission duration is equal to the first transmission duration.
- the present disclosure is directed to a method for transmitting packets.
- the method can include determining, by an access point 106 communicating wirelessly with a plurality of devices 102 , that the access point has a first number of bits to transmit to a first device of the plurality of devices.
- the access point can determine that the access point has a second number of bits to transmit to a second device of the plurality of devices.
- the access point can determine, based on at least the first number of bits and the second number of bits, that a first packet for the first device has a first transmission duration, and a second packet for the second device has a second transmission duration.
- the access point can adjust, based on the determination, a transmission power, a number of spatial streams, or a modulation and coding scheme, to transmit a third packet to the first device or the second device over a third transmission duration.
- the access point 106 can determine the third transmission duration based on a larger of: a first ratio between the first number of bits and a first data rate for transmitting the first number of bits to the first device, and a second ratio between the second number of bits and a second data rate for transmitting the second number of bits to the second device.
- the access point can determine the third transmission duration, the third transmission duration being greater than at least one of: the first transmission duration and the second transmission duration.
- the access point can adjust one or both of the transmission power and the MCS, based at least on one or both of: a signal-to-noise ratio reported by the first device, and a signal-to-noise ratio reported by the second device.
- this disclosure is directed to a method for transmitting packets.
- the method can include determining, by a first wireless device communicating wirelessly with a plurality of second devices, that a first packet for a first one of the plurality of second devices has a first transmission duration, and a second packet for a second one of the plurality of devices has a second transmission duration shorter than the first transmission duration.
- the first wireless device can adjust, based on the determination, a transmission power or a modulation and coding scheme of the first wireless device to transmit the second packet during a third transmission duration.
- the third transmission duration can be greater than the second transmission duration.
- transmission resources are re-allocated between the first one and the second one of the second devices based at least on one or both of: a signal-to-noise ratio reported by the first one of the second devices, and a signal-to-noise ratio reported by the second one of the second devices.
- the first wireless device can reduce the transmission power to transmit the second packet, wherein the first wireless device is at least one of a handset, a computer, or an access point, and the second devices are each at least one of a handset, a computer, or an access point.
- the first wireless device can increase a transmission power of the first wireless device for the first one of the second devices based on the reduction of the transmission power to transmit the second one of the second devices.
- the first wireless device can compare a signal-to-noise ratio reported by the first one of the second devices to a signal-to-noise ratio reported by the second one of the second devices.
- the first wireless device can change a modulation and coding scheme to transmit the second packet based at least on the signal-to-noise ratio comparison.
- the first wireless device can change a MCS for the first one of the second devices based on the signal-to-noise ratio comparison.
- the third transmission duration is equal to the first transmission duration.
- the system includes an access point 106 having information to transmit to a plurality of wireless communications devices 102 , STAs 102 or users 102 (hereinafter sometimes generally referred to as “devices”).
- the access point 106 can include an allocation module 222 , a storage module 223 and/or a configuration 224 .
- the access point 106 and/or the devices 102 can each include a radio, and can include a transmitter and/or a receiver.
- the access point can comprise a beamformer, and can include one or more antennas (e.g., phase array antennas).
- the system can support a MU-MIMO transmission configuration between the access point 106 and the multiple devices/users 102 .
- the access point 106 can have different amounts of information to transmit to each device, which can be relatively constant or variable over time.
- the access point 106 can predict or estimate the amount of information it expects to transmit to a device (e.g., based on historical records of transmission traffic and trends).
- the access point 106 can determine a packet length for each device 102 based on the corresponding amount of information to transmit to each device 102 .
- the access point can determine a packet length for each device based on a data rate assigned to each device.
- the packet length can refer to an expected/raw size of a data portion for a device, within a MU-MIMO frame (e.g., quantified as a certain number of bits).
- the packet length can refer to a duration or time expected or used to transmit an amount of information destined for a device.
- the allocation module 222 can comprise hardware, or a combination of hardware and software.
- the allocation module 222 can include any application, program, library, script, task, service, process or any type and form of executable instructions executing on hardware of the access point.
- the allocation module comprises a set of executable instructions executing on a core or processor of the access point.
- the allocation module can include circuitry designed and/or constructed to perform any of the operations and functions described herein.
- the allocation module can control transmission of packets or frames to devices.
- the allocation module can determine/estimate the amount of data for transmission to each device, determine a transmission duration (or packet length) for the devices, and/or to allocate transmission resources between transmissions to the devices.
- the transmission resources can, for example, include one or more of: transmission power, MCS assignment, the number of spatial streams and antenna selection for each device.
- the allocation module can use any type and form of statistical or probabilistic algorithms or decision making process to allocate the transmission resources.
- the allocation module 222 comprises firmware executing on the access point 106 hardware.
- the firmware can operate in a layer of a protocol stack of the access point (e.g., in an upper layer).
- the allocation module operates in the MAC layer, e.g., residing between a lower layer of MAC and a higher layer of MAC.
- the allocation module can be built or designed to trade off any excess SNR margins from a plurality of devices, by adjusting power and/or MCS between devices to improve overall system capacity while meeting SNR requirements.
- the allocation module 222 can identify a shorter packet and the associated device.
- the allocation module 222 can drop the MCS of the device.
- the allocation module 222 can lengthen the packet to match a packet length of another transmission.
- the allocation module 222 can trade an excess SNR of the device 102 with a lower MCS.
- the allocation module 222 can reallocate the number of spatial streams for each device 102 (e.g., station or STA).
- the allocation module can re-allocate some power for the device to another device.
- the allocation module 222 can have access to a configuration 224 of the access point 106 .
- the configuration 224 can include information about assignment/allocation of transmission resources to one or more of the plurality of devices 102 .
- the configuration can be stored in a storage module of the access point.
- the storage module 223 can comprise one or more interconnected storage devices, such as any embodiment of storage devices 128 , 140 , 122 , described above in connection with FIGS. 1B and 1C .
- the allocation module can generate the configuration, for example, by generating values (e.g., transmission power levels) for the configuration.
- the allocation module can generate an initial configuration or allocation of resources, and can store the initial configuration in the storage module.
- the allocation module can, for example, allocate or split (e.g., equally split) an available power between the plurality of devices.
- the configuration 224 comprises an allocation of transmission resources for at least some of the plurality of devices.
- the configuration 224 can include a list, table or other database structure, and can include at least one entry, record or specification for each device.
- the configuration can comprise a file or a collection of records, stored/maintained in the storage module 223 (e.g., memory).
- a transmitter or transmit chain of the access point 106 can access or read a portion of the configuration, to process an amount of information for transmission to a corresponding device 102 .
- the transmitter or transmit chain can hash into the configuration for a certain device, to allocate resources for a transmission to that device.
- the allocation module can update the configuration based on any allocation or re-allocation of transmission resources.
- FIG. 2B depicts an example for re-allocation of transmission resources between devices 102 .
- the left side of the figure representing a baseline or initial configuration, shows a shorter packet 226 ′ (for STA2) that is half the size of another packet 225 ′ for another device (STAT).
- the access point can initially equally allocate or split the transmission power between the two devices (e.g., 50% to each device).
- An allocation module 222 of the access point can intelligently and/or selectively assign or adjust a transmission power and/or MCS for each device.
- the allocation module of the access point can determine to adjust or drop the MCS for STA2 from MCS4 to MCS2 (e.g., instead of padding the shorter packet 226 ′ with dummy data as discussed earlier as an alternative).
- Excess SNR can represent an amount an estimated/determined SNR is above/over a predetermined or acceptable SNR threshold sufficient or necessary for decoding a transmission from the access point at the receiving device.
- the MCS adjustment can result in excess SNR, or can increase the amount of any excess SNR already present at baseline for STA2.
- Excess SNR can represent an amount an estimated/determined SNR is above/over a predetermined or acceptable SNR threshold that is sufficient or necessary for decoding a transmission from the access point at the receiving device.
- Excess SNR can be created by the MCS adjustment due to a different SNR requirement or threshold at each MCS (e.g., MCS2 can have a lower SNR requirement than MCS4).
- the access point 106 can effectively double the packet length for STA2 given the modulation scheme applied with the adjustment (e.g., switching from 16QAM rate 3 ⁇ 4 to QPSK rate 3 ⁇ 4). For example, if the baseline data rate for STA2 is 39 bps, the MCS adjustment can reduce the data rate to 19.5 bps, e.g., effectively “stretching” the packet length of STA2 to match that of STA1.
- the access point can trade the excess SNR by reducing transmission power to STA2 (e.g., reducing SNR to STA2) and increasing transmission power to STA1 (e.g., increasing SNR to STA1), wherein a total transmission power for the first and second device remains or is maintained at a same, rated or predetermined (e.g., acceptable or ceiling) operational level.
- a predictable or corresponding decrease in SNR can be expected based on a decrease in transmission power. For example, a 50% or 3 dB decrease in power (e.g., from 50% to 25% allocation of power) can be expected to translate to a 50% reduction in SNR.
- the access point 106 can adjust or increase the MCS for STA1 from MCS3 to MCS4 for example.
- the corresponding modulation scheme can change from 16QAM rate 1/2 to rate 3/4.
- the data rate for STA1 can increase, for example, from a baseline rate of, for example, 26 bps, to 39 bps.
- the allocation module can re-allocate power to STA1 by increasing its allocation from 50% to 75%.
- a corresponding increase in SNR can be expected based on the increase in transmission power.
- a 50% or 3 dB increase or bump in power (e.g., from 50% to 75% allocation of power) can be expected to translate to a doubling in SNR in STA1.
- STA1 can receive a better throughput (e.g., based on the higher data rate and/or increased power).
- the increased power can compensate for a higher SNR requirement applied by the MCS upgrade or change.
- the allocation module can select the MCS based on a desired data rate, for example.
- the allocation module 222 can adjust a transmission power to a device based on the MCS of that device.
- the allocation module 222 can include a learning engine that monitors or learns actual SNR measurements as compared with predicted SNR results (e.g., based on power adjustments). For example, the learning engine can monitor transmissions of the access point, and can measure any differential in power loading as compared to estimated SNRs in feedback reports from the devices. The learning engine can track such data in a table or other data structure, so that the allocation module can appropriately select power and/or MCS adjustments between devices.
- a learning engine that monitors or learns actual SNR measurements as compared with predicted SNR results (e.g., based on power adjustments). For example, the learning engine can monitor transmissions of the access point, and can measure any differential in power loading as compared to estimated SNRs in feedback reports from the devices. The learning engine can track such data in a table or other data structure, so that the allocation module can appropriately select power and/or MCS adjustments between devices.
- the allocation module 222 (in addition to or instead of changing the MCS) can adjust the number of spatial streams for each device 102 to more adequately match packet lengths for the packets 225 ′ and 226 ′. For example, the allocation module 222 can increase the number of spatial streams to decrease the length of the MU packet 225 ′ to more adequately match the length of packet 226 ′. In another example, the allocation module 222 can decrease the number of spatial streams for packet 226 ′ to more adequately match the length of packet 225 ′.
- the method can include determining, by an access point 106 communicating wirelessly with a plurality of devices 102 , that the access point 106 has a first number of bits to transmit to a first device 102 of the plurality of devices 102 ( 201 ).
- the access point 106 can determine that the access point 106 has a second number of bits to transmit to a second device 102 of the plurality of devices 102 .
- the access point 106 can determine that a first packet for a first device 102 of the plurality of devices 102 has a first transmission duration ( 203 ).
- the access point 106 can determine that a second packet for a second device 102 of the plurality of devices 102 has a second transmission duration shorter than the first transmission duration.
- the access point 106 can adjust, based on the determination, a modulation and coding scheme, a number of spatial streams, or a transmission power, to transmit the second packet during a third transmission duration in ( 205 ).
- the third transmission duration can be greater than the second transmission duration.
- an access point 106 communicating wirelessly with a plurality of devices 102 can determine that the access point 106 has a number (e.g., a first number) of bits to transmit to a device 102 (e.g., a first device) of the plurality of devices 102 .
- a number e.g., a first number
- the access point can identify or determine an amount of information to transmit to each of the N devices 102 , users or STAs (hereinafter sometimes generally referred to as “devices”).
- the access point 106 can further determine that the access point 106 has a certain number (e.g., a second number) of bits to transmit to another device 102 (e.g., a second device) of the plurality of devices (and so on, if the plurality of devices comprises more than two devices).
- a certain number e.g., a second number
- the access point 106 has a certain number (e.g., a second number) of bits to transmit to another device 102 (e.g., a second device) of the plurality of devices (and so on, if the plurality of devices comprises more than two devices).
- the access point 106 can predict or estimate an amount of information for transmission to a device 102 , which can be fairly constant or can vary over time.
- the access point 106 can for example calculate, estimate or otherwise determine from a buffer, data queue, received message or instruction, that there is a particular number of bits of information to send or convey to a certain device 102 .
- the access point 106 can determine (e.g., via an allocation module) based on a destination address or identifier (e.g., IP address or device identifier), that a certain amount or packet of information is destined for a certain device 102 .
- the access point 106 can allocate or assign an amount of information to send to one or more of the plurality of devices.
- the number of bits for transmission to a particular device 102 can, for example, be based at least on one or more of: data requested by the device 102 , a source of the data to be transmitted to the device 102 , the amount of data having the device 102 as the specified destination, an identity of a user operating or associated with the device 102 , the type of the device 102 , or the size of any common portion of data (e.g., omnidirectional portion of preamble of MU frame) that the access point 106 is sending to the plurality of devices 102 , for example.
- the access point 106 can determine that the access point 106 has a certain number of bits to transmit to one or more of the plurality of devices 102 .
- An amount of information to transmit to one device 102 can differ from an amount of information to transmit to another device 102 of the plurality of devices 102 .
- the access point 106 can determine that the access point 106 has a different number of bits to transmit to some of the plurality of devices.
- the access point 106 can determine (e.g., via the allocation module 222 ) that a first packet for a first device 102 of the plurality of devices 102 has a first transmission duration.
- the access point can 106 determine that a second packet for a second device 102 of the plurality of devices 102 has a second transmission duration.
- the second transmission duration can be shorter than the first transmission duration.
- the access point 106 can determine, based on at least the first number of bits and the second number of bits, that a first packet for the first device 102 has a first transmission duration, and/or that a second packet for the second device 102 has a second transmission duration.
- the access point 106 can in some embodiments determine a transmission duration based on an amount of data to transmit and a corresponding transmission rate (e.g., a transmission rate based on an assigned MCS). In another example, the access point 106 can in some embodiments determine a transmission duration based on an amount of data to transmit, the number of spatial streams, and a corresponding transmission rate (e.g., a transmission rate based on an assigned MCS).
- the transmission rate and/or MCS can be specific to a device 102 or across some or all of the plurality of devices.
- the access point 106 includes a configuration that specifies one or more of a transmission power level, a MCS and a transmission rate (e.g., for one or more of the plurality of devices).
- the access point 106 can maintain or store the configuration in a storage module (e.g., memory) of the access point.
- the access point 106 can generate or determine an initial configuration that allocates or assigns one or more of a transmission power level, a MCS, a number of spatial streams, and/or a transmission rate for one or more of the plurality of devices 102 .
- the access point 106 can assign a MCS for transmissions to a device 102 , the MCS specifying a transmission rate.
- the MCS can include, specify or be associated with a number of spatial streams.
- the access point 106 can separately assign the number of spatial streams.
- the transmission duration can be determined or calculated by dividing an amount of data for transmission to the device 102 , with the transmission rate.
- the transmission rate can be calculated in accordance with number of spatial streams for the data.
- the access point 106 can assign an initial transmission rate to each of the plurality of devices 102 , and can determine a transmission duration for each device 102 based on the initial transmission rate.
- the access point 106 can adjust, based on the determination, a modulation and coding scheme, the number of transmission streams, and/or a transmission power, to transmit the second packet during a third transmission duration.
- the third transmission duration can be greater than the second transmission duration.
- the third transmission duration can be the same as, or equal to the first transmission duration.
- the access point 106 can determine (e.g., via an allocation module) the third transmission duration based on the greater of at least the first and the second transmission durations.
- the access point 106 can determine the third transmission duration based on a larger of: a first ratio between the first number of bits and a first data rate for transmitting the first number of bits to the first device 102 , and a second ratio between the second number of bits and a second data rate for transmitting the second number of bits to the second device 102 .
- the access point 106 can determine or specify the third transmission duration based on (e.g., to be the same as) the largest transmission duration amongst transmission durations determined for the plurality of devices 102 .
- the access point 106 can determine the third transmission duration, the third transmission duration being greater than at least one of: the first transmission duration and the second transmission duration.
- the access point 106 can adjust a MCS, the number of spatial streams, and/or a transmission power, to transmit the packet (e.g., second packet 226 ) during the third transmission duration.
- the access point 106 can update a configuration to adjust, change, modify or update the MCS, the number of spatial streams, and/or a transmission power.
- the access point 106 adjusts one or both of the transmission power and the MCS, based at least on one or both of: a signal-to-noise ratio reported by the first device, and a signal-to-noise ratio reported by the second device.
- the allocation module 222 can select a different MCS based on a desired data rate for transmitting information to a corresponding device.
- the allocation module 222 can select a transmission power level based on the MCS (e.g., the updated MCS).
- the access point 106 can directly adjust a number of spatial streams or a data rate (instead of via a MCS adjustment) for transmissions to a device 102 .
- the access point 106 can adjust a MCS to adjust a data rate of transmission with a device.
- the access point 106 can adjust a number of spatial streams to adjust a data rate of transmission with a device 102 .
- a device 102 can calculate, estimate or otherwise determine a signal-to-noise ratio, e.g., based on a sounding frame (e.g., NDP sounding frame or otherwise) from the access point.
- the device 102 can report, send and/or include the SNR, or information about the SNR, in a response to the sounding frame.
- the access point 106 can receive a plurality of SNR reports (e.g., included in responses to sounding frames) from the plurality of devices 102 .
- the access point 106 can compare the plurality of SNRs across the plurality of devices 102 .
- the comparison can include comparing a reported SNR against a predefined or acceptable threshold (e.g., for the device and/or the access point).
- the comparison can include comparing a reported SNR against a SNR threshold which can be system-specific, application-specific (e.g., an application/source/network-specific connection with a device 102 via the access point 106 ), and/or device-specific (e.g., specified by a MCS assigned to a device 102 ).
- the comparison can include determining a SNR margin or deficiency relative to a SNR threshold.
- the comparison can include comparing SNR margins or deficiencies between devices.
- the comparison can include assigning weights or priority to at least some of the SNRs, and/or SNR margins or deficiencies, between the devices.
- the access point 106 can compare a signal-to-noise ratio reported by the first device to a signal-to-noise ratio reported by the second device 102 (e.g., including a comparison of SNR margins).
- the access point 106 can allocate or re-allocate one or more transmission resources between the plurality of devices 102 (e.g., between at least the first device 102 and the second device 102 ).
- the access point 106 can allocate or re-allocate one or more transmission resources between the plurality of devices 102 based on packet lengths of the devices (e.g., the amount of data to be transmitted to each device in the MU-MIMO frame).
- the access point 106 can allocate or re-allocate one or more transmission resources to each of the devices 102 .
- the access point 106 can re-allocate one or more transmission resources to some of the devices 102 .
- the access point 106 can allocate or re-allocate the one or more transmission resources based at least on one or both of: a signal-to-noise ratio reported by the first device, and a signal-to-noise ratio reported by the second device.
- the access point 106 can allocate or re-allocate one or more transmission resources based on SNRs reported by each device.
- the access point 106 can allocate or re-allocate one or more transmission resources by trading any excess SNR between the devices.
- the allocation or re-allocation of one or more transmission resources can include adjustment of a MCS, the number of spatial streams, and/or a transmission power to at least one device 102 .
- the adjustment can include changing from a first MCS (e.g., an initial or default MCS) to a second MCS (e.g., different, lower or higher MCS).
- a first MCS e.g., an initial or default MCS
- a second MCS e.g., different, lower or higher MCS.
- the access point 106 can change a first MCS for the device to a different/second MCS (e.g., a lower MCS).
- the second MCS can be determined or selected to provide a desired transmission data rate (e.g., to adjust or lengthen the packet of a device 102 ).
- the second MCS can be determined or selected to adjust a SNR with the device (e.g., relative to a threshold and/or a SNR with another device 102 ). For example, the MCS can trade any excess SNR with one or more devices 102 by adjusting the MCS for one or more of these devices 102 .
- Adjusting to the second MCS can result in or translate to a lower or higher SNR with the corresponding device.
- the second MCS can support a data rate that is lower or higher than that supported by the first MCS.
- the higher or lower data rate can translate to an adjustment in the SNR with the corresponding device.
- the access point 106 can change a MCS for a device 102 (e.g., the first or second device) based on the signal-to-noise ratio comparison.
- the access point 106 can change a MCS for a device 102 based on a SNR reported that is above or below a predefined or acceptable threshold (e.g., for the device based on the assigned MCS).
- the access point 106 can change a MCS to transmit a packet (e.g., the second or first packet) based at least on the determined packet length.
- the access point 106 can change a MCS to transmit a packet (e.g., the second or first packet) based at least on the signal-to-noise ratio comparison.
- the access point 106 adjusts a transmission power of the access point 106 for a device 102 .
- the access point 106 can, for example, reduce (or increase) a transmission power of the access point for the device.
- the access point 106 can, for example, reduce (or increase) the transmission power to transmit the packet.
- the access point 106 can adjust a transmission power of the access point for a device based on an assigned MCS.
- the access point 106 can adjust a transmission power of the access point for a device based on a signal-to-noise ratio margin or deficiency, e.g., relative to a predefined or acceptable threshold (e.g., for the device and/or the access point).
- the access point 106 can adjust a transmission power of the access point 106 for a device 102 based at least on the signal-to-noise ratio comparison.
- the access point 106 can adjust a transmission power of the access point 106 for a device based on at least one SNR report.
- the access point 106 can reduce the transmission power for the second device 102 , based on a higher SNR reported by the second device 102 (e.g., relative to a SNR for the first device 102 ).
- the access point 106 can reduce the transmission power for the second device 102 , based on a SNR reported by the second device 102 that is better than a predefined or acceptable threshold (e.g., specified by a MCS assigned for the second device 102 ).
- the access point 106 can increase or re-allocate a transmission power of the access point 106 for the first device 102 based on the reduction of the transmission power for the second device 102 .
- the access point can increase a transmission power of the access point 106 for the first device 102 based on the reduction of the transmission power to transmit the second packet.
- an access point 106 can adjust a transmission power to a device without adjusting that for another device.
- the access point 106 can maintain the transmission power and/or MCS of the access point 106 for one or more devices 102 , e.g., based on the SNR report(s). In some cases or scenarios, the access point 106 can determine that there is no excess transmission power that can be re-allocated (e.g., from a transmission to another device) to a transmission for a certain device 102 . The access point 106 can determine that there are no MCS adjustments that can be made (e.g., from a transmission to another device) to a transmission for a certain device 102 (e.g., to provide a desired packet length and/or meet a SNR requirement). For example, the access point 106 can determine that there is insufficient SNR margin(s), if any, to trade transmission power and/or MCS between devices 102 .
- the access point 106 can use successive or additional sounding frames to obtain SNR reports/updates for further/incremental adjustment of transmission resources. For example, upon determination of the third transmission duration, the access point can use one or more sounding frames over time to elicit SNR information, which can include updated SNR information over time.
- SNR information can include updated SNR information over time.
- Such a feedback mechanism can be incorporated into an initial setup phase for a MU-MIMO system, and/or as part of MU-MIMO packet communications. It is contemplated that the access point can apply different types and/or extents of adjustments, if any, with each SNR update.
- Some operations described in relation to ( 202 ), ( 203 ), and ( 205 ) can be performed by wireless devices 102 (e.g., STAs) in one embodiment.
- Devices 102 can communicate with each other, another wireless device, or access point 106 using adjustments to transmission characteristics to achieve equal packet lengths.
- devices 102 capable of multiunit communication can include allocation module 222 , storage module 223 , and configuration 224 discussed in FIG. 2A to effect adjustment of MCS, the number of spatial streams, and transmission power and equal or more equal packet length transmissions as described herein according to one embodiment.
- users can refer to user-associated devices or STAs, for example, consistent with the terms “user” and “multi-user” typically used in the context of a multi-user multiple-input and multiple-output environment.
- communications systems described above can include STAs and APs operating according to an 802.11 standard
- embodiments of the systems and methods described can operate according to other standards and use wireless communications devices other than devices being used as STAs and APs.
- multiple unit communications interfaces associated with cellular networks, satellite communications, vehicle communication networks, and other non-802.11 wireless networks can utilize the systems and methods described herein to achieve improved overall capacity without departing from the scope of the systems and methods described herein.
- first and second in connection with devices, number of bits, transmission durations, etc., for purposes of identifying or differentiating one from another or from others. These terms are not intended to merely relate entities (e.g., a first device and a second device) temporally or according to a sequence, although in some cases, these entities can include such a relationship. Nor do these terms limit the number of possible entities (e.g., devices) that can operate within a system or environment.
- the systems and methods described above can be provided as one or more computer-readable programs or executable instructions embodied on or in one or more articles of manufacture.
- the article of manufacture can be a floppy disk, a hard disk, a CD-ROM, a flash memory card, a PROM, a RAM, a ROM, or a magnetic tape.
- the computer-readable programs can be implemented in any programming language, such as LISP, PERL, C, C++, C#, PROLOG, or in any byte code language such as JAVA.
- the software programs or executable instructions can be stored on or in one or more articles of manufacture as object code.
Landscapes
- Engineering & Computer Science (AREA)
- Quality & Reliability (AREA)
- Computer Networks & Wireless Communication (AREA)
- Signal Processing (AREA)
- Mobile Radio Communication Systems (AREA)
Abstract
Description
-
- Section A describes a network environment and computing environment which can be useful for practicing embodiments described herein; and
- Section B describes embodiments of systems and methods for improving overall multi-user multiple-input and multiple-output (MU-MIMO) capacity for users with unequal packet lengths in an MU-MIMO frame by adjusting transmission power and/or a modulation and coding scheme (MCS) between the users.
A. Computing and Network Environment
Claims (20)
Priority Applications (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US14/262,328 US9398598B2 (en) | 2014-02-14 | 2014-04-25 | Overall MU-MIMO capacity for users with unequal packet lengths in an MU-MIMO frame |
| EP15000323.4A EP2908455B8 (en) | 2014-02-14 | 2015-02-04 | Improving overall MU-MIMO capacity for users with unequal packet lengths in an MU-MIMO frame |
Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US201461940175P | 2014-02-14 | 2014-02-14 | |
| US14/262,328 US9398598B2 (en) | 2014-02-14 | 2014-04-25 | Overall MU-MIMO capacity for users with unequal packet lengths in an MU-MIMO frame |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| US20150237639A1 US20150237639A1 (en) | 2015-08-20 |
| US9398598B2 true US9398598B2 (en) | 2016-07-19 |
Family
ID=52462784
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| US14/262,328 Active 2034-09-10 US9398598B2 (en) | 2014-02-14 | 2014-04-25 | Overall MU-MIMO capacity for users with unequal packet lengths in an MU-MIMO frame |
Country Status (2)
| Country | Link |
|---|---|
| US (1) | US9398598B2 (en) |
| EP (1) | EP2908455B8 (en) |
Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20160034823A1 (en) * | 2014-07-31 | 2016-02-04 | Collision Communications, Inc. | Methods, Systems, And Computer Program Products For Optimizing A Predictive Model For Mobile Network Communications Based On Historical Context Information |
Families Citing this family (7)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20160212749A1 (en) * | 2015-01-19 | 2016-07-21 | Qualcomm Incorporated | Systems and methods for use of multiple modulation and coding schemes in a physical protocol data unit |
| WO2018179067A1 (en) * | 2017-03-27 | 2018-10-04 | 日本電気株式会社 | Communication apparatus, base station, wireless resource allocation method, and computer-readable medium |
| US11134449B2 (en) * | 2019-06-11 | 2021-09-28 | Qualcomm Incorporated | Controlling transmission power across basic service sets (BSSs) |
| US11889434B2 (en) * | 2019-09-23 | 2024-01-30 | Mediatek Inc. | Wireless communication system using one or more throughput enhancement techniques |
| US11962405B2 (en) * | 2019-10-02 | 2024-04-16 | Qualcomm Incorporated | Modulation and coding scheme table selection for sidelink communications |
| KR102574789B1 (en) * | 2021-08-24 | 2023-09-06 | 국방과학연구소 | Electronic apparatus for allocating transmission power based on communication capability of a terminal and method of operating the same |
| US20250097770A1 (en) * | 2023-09-20 | 2025-03-20 | Qualcomm Incorporated | Updates for unassociated stations |
Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US6721302B1 (en) | 2000-11-17 | 2004-04-13 | Nokia Corporation | Apparatus, and associated method, for communicating packet data in a SDMA (Space-Division, Multiple-Access) communication scheme |
| EP1865672A2 (en) | 2006-06-08 | 2007-12-12 | Hitachi, Ltd. | Wireless communication method, wireless communication apparatus and access point apparatus |
| US20120002652A1 (en) | 2010-07-03 | 2012-01-05 | Ralink Technology (Singapore) Corporation Pte. Ltd. | Method and system for improving the efficiency of packet transmission in a multi-user wireless communication system |
| US8462653B2 (en) * | 2008-09-16 | 2013-06-11 | Qualcomm Incorporated | Methods and system for transmission mode selection in a multi channel communication system |
-
2014
- 2014-04-25 US US14/262,328 patent/US9398598B2/en active Active
-
2015
- 2015-02-04 EP EP15000323.4A patent/EP2908455B8/en active Active
Patent Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US6721302B1 (en) | 2000-11-17 | 2004-04-13 | Nokia Corporation | Apparatus, and associated method, for communicating packet data in a SDMA (Space-Division, Multiple-Access) communication scheme |
| EP1865672A2 (en) | 2006-06-08 | 2007-12-12 | Hitachi, Ltd. | Wireless communication method, wireless communication apparatus and access point apparatus |
| US8363634B2 (en) * | 2006-06-08 | 2013-01-29 | Hitachi, Ltd. | Wireless communication method, wireless communication apparatus and access point apparatus |
| US8462653B2 (en) * | 2008-09-16 | 2013-06-11 | Qualcomm Incorporated | Methods and system for transmission mode selection in a multi channel communication system |
| US20120002652A1 (en) | 2010-07-03 | 2012-01-05 | Ralink Technology (Singapore) Corporation Pte. Ltd. | Method and system for improving the efficiency of packet transmission in a multi-user wireless communication system |
Non-Patent Citations (1)
| Title |
|---|
| European Search Report for EP Application No. 15000323 mailed May 4, 2015. |
Cited By (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20160034823A1 (en) * | 2014-07-31 | 2016-02-04 | Collision Communications, Inc. | Methods, Systems, And Computer Program Products For Optimizing A Predictive Model For Mobile Network Communications Based On Historical Context Information |
| US9961560B2 (en) * | 2014-07-31 | 2018-05-01 | Collision Communications, Inc. | Methods, systems, and computer program products for optimizing a predictive model for mobile network communications based on historical context information |
| US11096063B2 (en) * | 2014-07-31 | 2021-08-17 | Collision Communications, Inc. | Methods, systems, and computer program products for optimizing a predictive model for mobile network communications based on historical context information |
| US20210377745A1 (en) * | 2014-07-31 | 2021-12-02 | Collision Communications, Inc. | Methods, systems, and computer program products for optimizing a predictive model for mobile network communications based on historical context information |
| US12238535B2 (en) * | 2014-07-31 | 2025-02-25 | Signal Decode, Inc. | Methods, systems, and computer program products for optimizing a predictive model for mobile network communications based on historical context information |
Also Published As
| Publication number | Publication date |
|---|---|
| US20150237639A1 (en) | 2015-08-20 |
| EP2908455B8 (en) | 2019-01-23 |
| EP2908455B1 (en) | 2018-12-19 |
| EP2908455A1 (en) | 2015-08-19 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| US9398598B2 (en) | Overall MU-MIMO capacity for users with unequal packet lengths in an MU-MIMO frame | |
| US11917628B2 (en) | Bandwidth query report poll | |
| US20230239743A1 (en) | Systems for and methods of dynamic subband operation | |
| US10887060B2 (en) | Electronic device and communication method in a wireless communication system | |
| US10972922B2 (en) | Multi-stage segmented downlink control information with reduced overhead | |
| JP4566986B2 (en) | Data transfer rate and channel allocation system and method for client devices in a wireless network | |
| CN109714775B (en) | Protocol for Flexible Channel Utilization | |
| JP6975798B2 (en) | Promoting physical downlink shared channel resource element mapping indicators | |
| US9564956B2 (en) | Channel estimation using a multi-user frame | |
| EP2908459B1 (en) | Improving link quality to static and non-static devices | |
| US20190327746A1 (en) | Systems and methods for non-contiguous resource unit combinations | |
| CN113346985B (en) | Signaling and decoding of punctured subbands in trigger-based PPDUs | |
| EP3228136B1 (en) | Methods and modules for handling channels in a radio spectrum | |
| CN113938902B (en) | Cell selection method and device | |
| US11219060B2 (en) | Multi-user (MU) enhanced distributed channel access (EDCA) termination signaling | |
| US12471128B2 (en) | Signaling and decoding of punctured subbands in trigger-based PPDU | |
| US20240163924A1 (en) | Systems and method of multi ap networks | |
| EP4369855A2 (en) | System for and method of access protocol | |
| CN118042486A (en) | System and method for access protocol | |
| WO2024258886A1 (en) | Optimization of guard bands in multi-numerology 5g networks | |
| JP2018198461A (en) | Wireless communication device, wireless communication method and program | |
| JP2016127476A (en) | Wireless communication apparatus, wireless communication method and program |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| AS | Assignment |
Owner name: BROADCOM CORPORATION, CALIFORNIA Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNORS:GARRETT, DAVID;ZHENG, JUN;JINDAL, NIHAR;REEL/FRAME:032780/0534 Effective date: 20140404 |
|
| AS | Assignment |
Owner name: BANK OF AMERICA, N.A., AS COLLATERAL AGENT, NORTH CAROLINA Free format text: PATENT SECURITY AGREEMENT;ASSIGNOR:BROADCOM CORPORATION;REEL/FRAME:037806/0001 Effective date: 20160201 Owner name: BANK OF AMERICA, N.A., AS COLLATERAL AGENT, NORTH Free format text: PATENT SECURITY AGREEMENT;ASSIGNOR:BROADCOM CORPORATION;REEL/FRAME:037806/0001 Effective date: 20160201 |
|
| STCF | Information on status: patent grant |
Free format text: PATENTED CASE |
|
| AS | Assignment |
Owner name: AVAGO TECHNOLOGIES GENERAL IP (SINGAPORE) PTE. LTD., SINGAPORE Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNOR:BROADCOM CORPORATION;REEL/FRAME:041706/0001 Effective date: 20170120 Owner name: AVAGO TECHNOLOGIES GENERAL IP (SINGAPORE) PTE. LTD Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNOR:BROADCOM CORPORATION;REEL/FRAME:041706/0001 Effective date: 20170120 |
|
| AS | Assignment |
Owner name: BROADCOM CORPORATION, CALIFORNIA Free format text: TERMINATION AND RELEASE OF SECURITY INTEREST IN PATENTS;ASSIGNOR:BANK OF AMERICA, N.A., AS COLLATERAL AGENT;REEL/FRAME:041712/0001 Effective date: 20170119 |
|
| AS | Assignment |
Owner name: AVAGO TECHNOLOGIES INTERNATIONAL SALES PTE. LIMITE Free format text: MERGER;ASSIGNOR:AVAGO TECHNOLOGIES GENERAL IP (SINGAPORE) PTE. LTD.;REEL/FRAME:047229/0408 Effective date: 20180509 |
|
| AS | Assignment |
Owner name: AVAGO TECHNOLOGIES INTERNATIONAL SALES PTE. LIMITE Free format text: CORRECTIVE ASSIGNMENT TO CORRECT THE EFFECTIVE DATE PREVIOUSLY RECORDED ON REEL 047229 FRAME 0408. ASSIGNOR(S) HEREBY CONFIRMS THE THE EFFECTIVE DATE IS 09/05/2018;ASSIGNOR:AVAGO TECHNOLOGIES GENERAL IP (SINGAPORE) PTE. LTD.;REEL/FRAME:047349/0001 Effective date: 20180905 |
|
| AS | Assignment |
Owner name: AVAGO TECHNOLOGIES INTERNATIONAL SALES PTE. LIMITE Free format text: CORRECTIVE ASSIGNMENT TO CORRECT THE PATENT NUMBER 9,385,856 TO 9,385,756 PREVIOUSLY RECORDED AT REEL: 47349 FRAME: 001. ASSIGNOR(S) HEREBY CONFIRMS THE MERGER;ASSIGNOR:AVAGO TECHNOLOGIES GENERAL IP (SINGAPORE) PTE. LTD.;REEL/FRAME:051144/0648 Effective date: 20180905 |
|
| MAFP | Maintenance fee payment |
Free format text: PAYMENT OF MAINTENANCE FEE, 4TH YEAR, LARGE ENTITY (ORIGINAL EVENT CODE: M1551); ENTITY STATUS OF PATENT OWNER: LARGE ENTITY Year of fee payment: 4 |
|
| MAFP | Maintenance fee payment |
Free format text: PAYMENT OF MAINTENANCE FEE, 8TH YEAR, LARGE ENTITY (ORIGINAL EVENT CODE: M1552); ENTITY STATUS OF PATENT OWNER: LARGE ENTITY Year of fee payment: 8 |